# Library for generating word cloud. 
library(wordcloud)
Loading required package: RColorBrewer

I - Introduction

II - Data Preprocessing

Load datasets

dt_issues = read.csv("data/issues_data.csv", header=TRUE)
dt_star = read.csv("data/stargazers.csv", header=TRUE)
dt_user = read.csv("data/users_data.csv", header=TRUE)

Saniety Check

# Inspect the dataset by taking the first 10 rows of each dataset. 
dt_issues %>% head(10)
dt_star %>% head(10)
dt_user %>% head(10)

Data Cleaning & Wrangling

# User dataset cleaning
# Cleaning
dt_user_cld <- dt_user %>% 
    # Join the issues dataset. 
    left_join(dt_issues, by="X_id") %>%
    select(bio, blog, company, created_at.x, followers, following, hireable, location, login, name, public_gists, 
           type, closed_at, updated_at.x, email, organizations_url, public_repos) %>%
    # Drop unused features. 
    # select(-X_id, -avatar_url, -events_url, -followers_url, -following_url, 
    #        -gists_url, -gravatar_id, -html_url, -node_id, -public_gists, -received_events_url, 
    #        -repos_url, -site_admin, -starred_url, -subscriptions_url, -type) %>%
    # Convert the time/date features to relative format. 
    mutate(created_at = lubridate::ymd_hms(created_at.x), 
           updated_at = lubridate::ymd_hms(updated_at.x)) %>%
    # Convert various factor type features to string type. 
    mutate(bio = as.character(bio), 
           blog = as.character(blog), 
           company = as.character(company), 
           email = as.character(email), 
           location = as.character(location), 
           login = as.character(login), 
           name = as.character(name), 
           organizations_url = as.character(organizations_url))
Column `X_id` joining factors with different levels, coercing to character vector
str(dt_user_cld)
'data.frame':   39987 obs. of  19 variables:
 $ bio              : chr  "" "" "" "" ...
 $ blog             : chr  "" "" "" "" ...
 $ company          : chr  "" "" "" "" ...
 $ created_at.x     : Factor w/ 39971 levels "2008-03-26T03:33:42Z",..: 23111 24348 13701 27767 34585 17517 19613 22254 23043 18383 ...
 $ followers        : int  9 4 7 2 0 2 13 5 1 0 ...
 $ following        : int  16 38 14 89 0 0 21 126 48 1 ...
 $ hireable         : Factor w/ 2 levels "","True": 1 1 1 1 1 1 1 1 1 1 ...
 $ location         : chr  "" "" "" "" ...
 $ login            : chr  "moloach" "bhxch" "YueNing" "BigFaceCatMhc" ...
 $ name             : chr  "" "Zhe Lee" "naodongbanana" "" ...
 $ public_gists     : int  0 0 0 0 0 0 1 24 0 0 ...
 $ type             : Factor w/ 1 level "User": 1 1 1 1 1 1 1 1 1 1 ...
 $ closed_at        : logi  NA NA NA NA NA NA ...
 $ updated_at.x     : Factor w/ 38705 levels "2015-10-22T09:47:56Z",..: 14522 14681 25825 31448 31450 37456 23803 31101 4862 19705 ...
 $ email            : chr  "" "mytempbh@outlook.com" "n1085633848@outlook.com" "" ...
 $ organizations_url: chr  "https://api.github.com/users/moloach/orgs" "https://api.github.com/users/bhxch/orgs" "https://api.github.com/users/YueNing/orgs" "https://api.github.com/users/BigFaceCatMhc/orgs" ...
 $ public_repos     : int  10 34 29 4 0 26 93 102 13 2 ...
 $ created_at       : POSIXct, format: "2016-07-12 05:17:50" "2016-08-27 14:04:23" "2015-06-19 13:57:11" "2017-01-14 03:30:31" ...
 $ updated_at       : POSIXct, format: "2019-03-09 00:15:05" "2019-03-09 09:30:45" "2019-03-25 10:50:50" "2019-03-28 00:02:38" ...
# Issues dataset cleaning
dt_issues_cld <- dt_issues %>%
    # Drop unused features. 
    select(created_at, body, comments, created_at, title, user.login) %>%
    # Convert the time/date features to relative format. 
    mutate(created_at = lubridate::ymd_hms(created_at), 
           # Convert the factor type features to the correct format. 
           body = as.character(body), 
           title = as.character(title), 
           user.login = as.character(user.login))

III - Data Analysis

1. Supporters’ Profile Analysis

1. What Companies/Universities are those programmers from?

company_info <- dt_user_cld %>% 
    group_by(company) %>%
    summarise(count = n()) %>%
    arrange(desc(count)) %>%
    filter(company != "")
# Display the top companies. 
company_info
# Display the company list.
print(company_info$company)
   [1] "Tencent"                                                  "Baidu"                                                   
   [3] "Alibaba"                                                  "Zhejiang University"                                     
   [5] "JD"                                                       "Tsinghua University"                                     
   [7] "baidu"                                                    "Shanghai Jiao Tong University"                           
   [9] "UESTC"                                                    "Peking University"                                       
  [11] "Nanjing University"                                       "None"                                                    
  [13] "null"                                                     "SJTU"                                                    
  [15] "none"                                                     "China"                                                   
  [17] "Netease"                                                  "@Alibaba"                                                
  [19] "BUPT"                                                     "USTC"                                                    
  [21] "Wuhan University"                                         "ZJU"                                                     
  [23] "alibaba"                                                  "NetEase"                                                 
  [25] "ThoughtWorks"                                             "@Tencent"                                                
  [27] "Fudan University"                                         "Harbin Institute of Technology"                          
  [29] "HUST"                                                     "meituan"                                                 
  [31] "NULL"                                                     "Bytedance"                                               
  [33] "Xidian University"                                        "百度"                                                    
  [35] "@alibaba"                                                 "Alibaba Group"                                           
  [37] "Beijing Institute of Technology"                          "JD.COM"                                                  
  [39] "Alibaba Inc."                                             "Alipay"                                                  
  [41] "baidu.com"                                                "Beihang University"                                      
  [43] "Beijing University of Posts and Telecommunications"       "Carnegie Mellon University"                              
  [45] "JD.com"                                                   "NJU"                                                     
  [47] "SYSU"                                                     "DiDi"                                                    
  [49] "eleme"                                                    "free"                                                    
  [51] "Freelancer"                                               "Google"                                                  
  [53] "Microsoft"                                                "no"                                                      
  [55] "South China University of Technology"                     "tencent"                                                 
  [57] "@bytedance"                                               "@Microsoft "                                             
  [59] "@tencent"                                                 "Baidu, Inc."                                             
  [61] "BIT"                                                      "BUAA"                                                    
  [63] "china"                                                    "East China Normal University"                            
  [65] "HIT"                                                      "Huawei"                                                  
  [67] "Neusoft"                                                  "Southeast University"                                    
  [69] "Sun Yat-sen University"                                   "Tongji University"                                       
  [71] "Xiamen University"                                        "Xiaomi"                                                  
  [73] "360"                                                      "ByteDance"                                               
  [75] "ECNU"                                                     "Home"                                                    
  [77] "Huazhong University of Science and Technology"            "ICT"                                                     
  [79] "inspur"                                                   "Meitu"                                                   
  [81] "Meituan"                                                  "Null"                                                    
  [83] "Qihoo 360"                                                "SCUT"                                                    
  [85] "Sichuan University"                                       "student"                                                 
  [87] "Student"                                                  "WHU"                                                     
  [89] "xiaomi"                                                   "ZTE"                                                     
  [91] "滴滴出行"                                                 "@baidu "                                                 
  [93] "@Meituan-Dianping"                                        "@Microsoft"                                              
  [95] "@XiaoMi"                                                  "Alibaba Cloud"                                           
  [97] "alipay"                                                   "Ant Financial"                                           
  [99] "Beijing Jiaotong University"                              "bilibili"                                                
 [101] "bupt"                                                     "Cheetah Mobile"                                          
 [103] "CN"                                                       "Dalian University of Technology"                         
 [105] "Didi"                                                     "IBM"                                                     
 [107] "Intel"                                                    "jd"                                                      
 [109] "jd.com"                                                   "LeetCode"                                                
 [111] "Lenovo"                                                   "Nankai University"                                       
 [113] "netease"                                                  "Oracle"                                                  
 [115] "ShanghaiTech University"                                  "SUSE"                                                    
 [117] "SUSTech"                                                  "TAL"                                                     
 [119] "THU"                                                      "Weibo"                                                   
 [121] "小红书"                                                   "无"                                                      
 [123] "美团点评"                                                 "@Alipay"                                                 
 [125] "@baidu"                                                   "@eleme"                                                  
 [127] "@meituan"                                                 "@meituan-dianping"                                       
 [129] "@Netease"                                                 "@ZangaiFamily "                                          
 [131] "2dfire"                                                   "asiainfo"                                                
 [133] "beijing"                                                  "Bilibili"                                                
 [135] "bytedance"                                                "CASIA"                                                   
 [137] "CETC"                                                     "China Telecom"                                           
 [139] "Chongqing University"                                     "Columbia University"                                     
 [141] "CQUPT"                                                    "dianping.com"                                            
 [143] "Freelance"                                                "GDUT"                                                    
 [145] "Grab"                                                     "HKUST"                                                   
 [147] "iflytek"                                                  "Iflytek"                                                 
 [149] "Inspur"                                                   "iqiyi"                                                   
 [151] "Jilin University"                                         "Kingsoft"                                                
 [153] "Lianjia"                                                  "MIT"                                                     
 [155] "MTDP"                                                     "Nanyang Technological University"                        
 [157] "NCEPU"                                                    "NetEase Games"                                           
 [159] "no company"                                               "nothing"                                                 
 [161] "NWPU"                                                     "NYU"                                                     
 [163] "personal"                                                 "Qiniu"                                                   
 [165] "Qunar"                                                    "SHU"                                                     
 [167] "Sina"                                                     "suning"                                                  
 [169] "Tencent Inc."                                             "Tianjin University"                                      
 [171] "Tsinghua"                                                 "UCAS"                                                    
 [173] "UCloud"                                                   "University of Edinburgh"                                 
 [175] "University of Electronic Science and Technology of China" "University of Minnesota"                                 
 [177] "University of Southern California"                        "University of Washington"                                
 [179] "unknown"                                                  "UW-Madison"                                              
 [181] "VIPKID"                                                   "Virginia Tech"                                           
 [183] "ximalaya"                                                 "XMU"                                                     
 [185] "Youzan"                                                   "YY Inc."                                                 
 [187] "zte"                                                      "ʕ•̫͡•ʔ-̫͡-ʕ•͡\u0353•ʔ-̫͡-ʔ"                                     
 [189] "京东"                                                     "今日头条"                                                
 [191] "大搜车"                                                   "好未来"                                                  
 [193] "无业游民"                                                 "自由职业"                                                
 [195] "阿里巴巴"                                                 "?"                                                       
 [197] "."                                                        "..."                                                     
 [199] "@"                                                        "@alibaba "                                               
 [201] "@alipay"                                                  "@apache"                                                 
 [203] "@b3log "                                                  "@Baidu"                                                  
 [205] "@banggood"                                                "@bearyinnovative "                                       
 [207] "@bilibili"                                                "@Bilibili"                                               
 [209] "@BISTU"                                                   "@chaitin"                                                
 [211] "@ctripcorp"                                               "@google"                                                 
 [213] "@iqiyi"                                                   "@justice-code "                                          
 [215] "@Kyligence "                                              "@Mobike"                                                 
 [217] "@MobileNowGroup "                                         "@Muxi-Studio"                                            
 [219] "@myteksi "                                                "@netease"                                                
 [221] "@NetEase"                                                 "@pingcap "                                               
 [223] "@RedrockTeam "                                            "@ruguoapp "                                              
 [225] "@Seniverse"                                               "@TalkingData "                                           
 [227] "@thoughtworks"                                            "@ThoughtWorks"                                           
 [229] "@Tradeshift "                                             "@wacai"                                                  
 [231] "@weibocom"                                                "@xiachufang "                                            
 [233] "@xiaomi"                                                  "@youzan"                                                 
 [235] "@youzan "                                                 "@zaihui"                                                 
 [237] "@zhihu"                                                   "***"                                                     
 [239] "~"                                                        "1"                                                       
 [241] "360企业安全"                                              "a"                                                       
 [243] "Aalto University"                                         "ABC"                                                     
 [245] "Alauda"                                                   "alibaba-inc"                                             
 [247] "Alibaba.inc"                                              "Amazon"                                                  
 [249] "arxanfintech"                                             "Asiainfo"                                                
 [251] "Atommatrix"                                               "Beijing"                                                 
 [253] "Beijing Forestry University"                              "Beijing Normal University"                               
 [255] "Beijing,China"                                            "BISTU"                                                   
 [257] "BJTU"                                                     "bonc"                                                    
 [259] "Booking.com"                                              "Bytedance Inc."                                          
 [261] "Bytedance.Inc"                                            "Camera360"                                               
 [263] "CC"                                                       "Central South University"                                
 [265] "China Mobile Communications Corporation"                  "Chinese Academy of Sciences"                             
 [267] "Cisco"                                                    "CMB"                                                     
 [269] "cmcm"                                                     "CMU"                                                     
 [271] "CQU"                                                      "creditease"                                              
 [273] "csust"                                                    "ctrip"                                                   
 [275] "Ctrip"                                                    "Ctrip.com"                                               
 [277] "Dianping"                                                 "didi"                                                    
 [279] "DIDI"                                                     "DLUT"                                                    
 [281] "DotC United Group"                                        "Douban Inc."                                             
 [283] "DZH"                                                      "eBay"                                                    
 [285] "ele.me"                                                   "ELEME Inc."                                              
 [287] "elong"                                                    "FE"                                                      
 [289] "Freedom"                                                  "freelance"                                               
 [291] "freelancer"                                               "Georgetown University"                                   
 [293] "google"                                                   "gyyx"                                                    
 [295] "GZHU"                                                     "Hand"                                                    
 [297] "Hangzhou Dianzi University"                               "HDU"                                                     
 [299] "HFUT"                                                     "Hohai University"                                        
 [301] "home"                                                     "Horizon Robotics"                                        
 [303] "HP"                                                       "https://github.com/eleme"                                
 [305] "Huazhong University of Science & Technology"              "hundsun"                                                 
 [307] "hust"                                                     "HW"                                                      
 [309] "ICT, CAS"                                                 "Indie Developer"                                         
 [311] "Infosys"                                                  "JNU"                                                     
 [313] "jumei"                                                    "Kingdee"                                                 
 [315] "Kingnet"                                                  "Kwai"                                                    
 [317] "liulishuo"                                                "LLS"                                                     
 [319] "Magic"                                                    "Mars"                                                    
 [321] "Megvii"                                                   "Meili-inc"                                               
 [323] "meituan.com"                                              "meizu"                                                   
 [325] "Microsoft Corporation"                                    "mistong"                                                 
 [327] "MOGU"                                                     "Momenta"                                                 
 [329] "N/A"                                                      "NaN"                                                     
 [331] "Nanchang University"                                      "National University of Singapore"                        
 [333] "ND"                                                       "NEUQ"                                                    
 [335] "NIO"                                                      "No"                                                      
 [337] "NO"                                                       "Northwestern Polytechnical University"                   
 [339] "NUAA"                                                     "Open to Opportunities"                                   
 [341] "oraro"                                                    "OSU"                                                     
 [343] "out of work"                                              "pinduoduo"                                               
 [345] "pingan"                                                   "PingAn"                                                  
 [347] "PKU"                                                      "PPTV"                                                    
 [349] "PWRD"                                                     "Qihoo360"                                                
 [351] "Qudian"                                                   "Renmin University of China"                              
 [353] "RingCentral"                                              "Rutgers"                                                 
 [355] "saic"                                                     "Samsung"                                                 
 [357] "Sankuai"                                                  "school"                                                  
 [359] "SCNU"                                                     "SCP Foundation"                                          
 [361] "sensetime"                                                "SenseTime"                                               
 [363] "Shanbay"                                                  "Shandong University"                                     
 [365] "Shanghai"                                                 "Shanghai Jiao Tong Univ."                                
 [367] "Shanghai Jiaotong University"                             "ShenZhen University"                                     
 [369] "SiChuan University"                                       "sina"                                                    
 [371] "SMZDM"                                                    "Soochow University"                                      
 [373] "souche.com"                                               "South China Normal University"                           
 [375] "Splunk"                                                   "Sun Yat-Sen University"                                  
 [377] "SUT"                                                      "SWJTU"                                                   
 [379] "TalkingData"                                              "TCL"                                                     
 [381] "The Hong Kong Polytechnic University"                     "The NetCircle"                                           
 [383] "Tsinghua university"                                      "TsingHua University"                                     
 [385] "ucas"                                                     "Uestc"                                                   
 [387] "undefined"                                                "University of Melbourne"                                 
 [389] "UNSW"                                                     "upyun"                                                   
 [391] "USTB"                                                     "vip.com"                                                 
 [393] "vipkid"                                                   "vipshop"                                                 
 [395] "weixin"                                                   "www.iflytek.com"                                         
 [397] "wx"                                                       "xiaoi.com"                                               
 [399] "youzan"                                                   "YY.Inc"                                                  
 [401] "Zhejiang University of Technology"                        "Zhihu"                                                   
 [403] "Zhihu Inc."                                               "zju"                                                     
 [405] "上海灵娱网络科技"                                         "中国"                                                    
 [407] "二维火"                                                   "保密"                                                    
 [409] "华为技术有限公司"                                         "同花顺"                                                  
 [411] "小米科技"                                                 "微店"                                                    
 [413] "欢聚时代"                                                 "百姓网"                                                  
 [415] "百度外卖"                                                 "重庆邮电大学"                                            
 [417] " @clustar.ai"                                             " BaiFenDian Information Technology CO., LTD."            
 [419] " Harbin Institute of Technology, Zhejiang University"     " NEC"                                                    
 [421] " nugget"                                                  " TG"                                                     
 [423] " ViceCity @ChillingEffect"                                " 上海奕明文化传媒有限公司"                               
 [425] " 为中国孱弱的技术, 撑起一片自立自强的天空。"             " 众安在线财产保险股份有限公司"                           
 [427] " 无"                                                      "-"                                                       
 [429] "--"                                                       "---"                                                     
 [431] ": )"                                                      "...."                                                    
 [433] ".NET"                                                     "(╯' - ')╯︵ ┻━┻  "                                       
 [435] "(주)에어텔닷컴"                                           "(保密)"                                                
 [437] "(湖南)大农科技股份有限公司"                               "[Snriud] Co,ltd"                                         
 [439] "{{company}}"                                              "『82.99 F.M』"                                          
 [441] "@ "                                                       "@ NUAA"                                                  
 [443] "@01org"                                                   "@0x8023 "                                                
 [445] "@2048li"                                                  "@2345"                                                   
 [447] "@24OI"                                                    "@24OI "                                                  
 [449] "@258ch @ApacheCN "                                        "@360"                                                    
 [451] "@3rdStone @apachecn  "                                    "@4paradigm"                                              
 [453] "@51nb"                                                    "@55haitao"                                               
 [455] "@75team"                                                  "@7moor.com"                                              
 [457] "@811Noobs @wenon-dev "                                    "@Accedo-Products "                                       
 [459] "@acgzone"                                                 "@ACLoong "                                               
 [461] "@AI"                                                      "@aimacity "                                              
 [463] "@airbnb "                                                 "@AirLoft "                                               
 [465] "@airteltour "                                             "@alauda"                                                 
 [467] "@alibaba @kubernetes"                                     "@alibaba @ucweb"                                         
 [469] "@Alibaba International UED"                               "@alibabapictures"                                        
 [471] "@Alipay @macacajs"                                        "@aliyun"                                                 
 [473] "@Alkaids "                                                "@alo7 "                                                  
 [475] "@amazon.com"                                              "@ample-cosplay "                                         
 [477] "@ampproject "                                             "@android-plugin "                                        
 [479] "@AndroidConcentrationCamp"                                "@ant-design "                                            
 [481] "@Aobeef "                                                 "@apache "                                                
 [483] "@apachecn "                                               "@apoiase"                                                
 [485] "@apollo-rescue"                                           "@apple "                                                 
 [487] "@AriadneThread "                                          "@ARM"                                                    
 [489] "@arqamfc"                                                 "@Asiainfo"                                               
 [491] "@Asuri-Team "                                             "@athm-fe "                                               
 [493] "@australiaitgroup "                                       "@AzukiCloud "                                            
 [495] "@b3log @FangStarNet "                                     "@BaaSCMIoT"                                              
 [497] "@Babylonpartners "                                        "@Baoban "                                                
 [499] "@BayatGames "                                             "@bendcap"                                                
 [501] "@BiJie "                                                  "@bilibili "                                              
 [503] "@Bilibili bilibili"                                       "@BIMK "                                                  
 [505] "@bingblue "                                               "@biztrology"                                             
 [507] "@blogs-dev "                                              "@bmqb @itsCoder "                                        
 [509] "@bomquote "                                               "@Botpy "                                                 
 [511] "@breadtrip "                                              "@breakdev "                                              
 [513] "@brlf-gz "                                                "@browserstack"                                           
 [515] "@bupt"                                                    "@BUPT"                                                   
 [517] "@Bytedance"                                               "@ByteDance"                                              
 [519] "@ByteDance @Muxi-Studio"                                  "@bytedance-hotsoon"                                      
 [521] "@bzy-ai "                                                 "@cachemoment "                                           
 [523] "@CactusBall "                                             "@Caijijijijijiji"                                        
 [525] "@Canaan-Creative "                                        "@cba "                                                   
 [527] "@CDEFLS"                                                  "@chaitin "                                               
 [529] "@CHINA-JD  @tiglabs"                                      "@chinacourt"                                             
 [531] "@chinapexlabs "                                           "@chinese-poetry "                                        
 [533] "@CIS2016 "                                                "@CitoryTech "                                            
 [535] "@cjfed"                                                   "@cloud-ace"                                              
 [537] "@Cloud4est "                                              "@cntehang"                                               
 [539] "@CoconutIslandStudio"                                     "@codeparkhouston"                                        
 [541] "@coderemixer "                                            "@Coding "                                                
 [543] "@computer-lab "                                           "@coolspan"                                               
 [545] "@CovenantSQL "                                            "@cqmbr @cqlinkoff @open-data-plan "                      
 [547] "@CR"                                                      "@cryptomint"                                             
 [549] "@CSIRO-enviro-informatics "                               "@cumtflyingstudio "                                      
 [551] "@CVEO  Wuhan University "                                 "@Daimler RD/C TI"                                        
 [553] "@DanmakuPie "                                             "@DaoCloud"                                               
 [555] "@DaoCloud "                                               "@DaoCloud @Apache "                                      
 [557] "@DeepNorthAI "                                            "@deepwn "                                                
 [559] "@defencedriver "                                          "@demlution "                                             
 [561] "@DGeneAI "                                                "@disject "                                               
 [563] "@Dispatchr @ServiceNow"                                   "@dopobo"                                                 
 [565] "@douban"                                                  "@Douban"                                                 
 [567] "@DrPandaLtd "                                             "@duocloud "                                              
 [569] "@DXY-F2E "                                                "@easemob "                                               
 [571] "@eastern-all-stars"                                       "@EasyHexo "                                              
 [573] "@ECNU @NVIDIA"                                            "@eduvo"                                                  
 [575] "@EigenLab"                                                "@EigenLab "                                              
 [577] "@ejoy "                                                   "@ele.me"                                                 
 [579] "@electron "                                               "@eleme "                                                 
 [581] "@emqx"                                                    "@Ericsson"                                               
 [583] "@Eros-Engine"                                             "@exacloud"                                               
 [585] "@exacloud "                                               "@ExpediaInc "                                            
 [587] "@F4ERP"                                                   "@Fenlly"                                                 
 [589] "@flat-dev-ti "                                            "@Forms"                                                  
 [591] "@fox-one "                                                "@frapsoft "                                              
 [593] "@Fusemachines"                                            "@fusioncharts"                                           
 [595] "@gansutianqi "                                            "@gaoding-inc"                                            
 [597] "@GeekPark "                                               "@GitHubProjectsTosotada "                                
 [599] "@gmfe"                                                    "@gmfe  @To-Fun "                                         
 [601] "@GNYIO"                                                   "@godaddy"                                                
 [603] "@Golface "                                                "@Google"                                                 
 [605] "@google "                                                 "@goudai-projects "                                       
 [607] "@goworks "                                                "@grab"                                                   
 [609] "@Grab"                                                    "@Grab @myteksi "                                         
 [611] "@growingio"                                               "@guanghetv "                                             
 [613] "@Guazi-inc"                                               "@haici"                                                  
 [615] "@haolianluo "                                             "@happylifeplat"                                          
 [617] "@Hengbo"                                                  "@heremaps"                                               
 [619] "@HIT"                                                     "@HKUST-Aerial-Robotics "                                 
 [621] "@homecredit"                                              "@honeybadger8 "                                          
 [623] "@huawei"                                                  "@Huawei"                                                 
 [625] "@HumanBible"                                              "@hunterplus.net"                                         
 [627] "@huntlabs "                                               "@hupun"                                                  
 [629] "@hyperledger "                                            "@Hypers "                                                
 [631] "@iangeli  "                                               "@IBM Research"                                           
 [633] "@iboxpay "                                                "@IceBear-666 "                                           
 [635] "@iflytek"                                                 "@IHSVInc "                                               
 [637] "@ikang"                                                   "@InBuff "                                                
 [639] "@InfinityStudio & @LWL-Networks "                         "@insightfinder"                                          
 [641] "@ioootech "                                               "@iost-official "                                         
 [643] "@iQIYI"                                                   "@irdeto"                                                 
 [645] "@itagnjs "                                                "@jcgroup"                                                
 [647] "@JDFinance"                                               "@jianshucom "                                            
 [649] "@jike-engineering"                                        "@JNUGeek "                                               
 [651] "@JoyMoe "                                                 "@JumeiRdGroup"                                           
 [653] "@Jusot "                                                  "@jutasky "                                               
 [655] "@JXUT-BST @RGB-TEC"                                       "@k2data"                                                 
 [657] "@kayac "                                                  "@keruyun "                                               
 [659] "@Kesci "                                                  "@kfw001 "                                                
 [661] "@knownsec"                                                "@Kucoin "                                                
 [663] "@LambdaInnovation"                                        "@LaurelHome "                                            
 [665] "@LearnSolid "                                             "@lianjia-tech"                                           
 [667] "@LinkedIn"                                                "@listen-now @SXUOSA @Sele-frontend "                     
 [669] "@LiveLucid "                                              "@lomocoin"                                               
 [671] "@lotusflare "                                             "@LVMM-H5 "                                               
 [673] "@lvxunDev "                                               "@lyft "                                                  
 [675] "@maizuo & @sodalife "                                     "@maodouio "                                              
 [677] "@maptalks "                                               "@MapTalks "                                              
 [679] "@marklogic "                                              "@McGill"                                                 
 [681] "@MediaKind"                                               "@MeetYouDevs"                                            
 [683] "@Meituan"                                                 "@Meituan-dianping, Inc"                                  
 [685] "@meituan.com"                                             "@Meituan美团"                                            
 [687] "@meizu"                                                   "@Meowv"                                                  
 [689] "@mercari"                                                 "@metrodata"                                              
 [691] "@MicroMOOC "                                              "@microstrategy"                                          
 [693] "@mime-mob "                                               "@mindbridge-ai"                                          
 [695] "@Miovision "                                              "@mixi-inc "                                              
 [697] "@MoerFinance "                                            "@mogu @opensec-cn "                                      
 [699] "@Monkee-Boy "                                             "@moqi-ai @ansrlab "                                      
 [701] "@moregold "                                               "@MPICP "                                                 
 [703] "@MSRA"                                                    "@MSTechAnLi "                                            
 [705] "@multisolution "                                          "@Muxi-Studio "                                           
 [707] "@mvc9"                                                    "@mycodon"                                                
 [709] "@MyScript"                                                "@nactro"                                                 
 [711] "@Naver China"                                             "@ncuhome"                                                
 [713] "@NeToucher"                                               "@NeusoftSEMI "                                           
 [715] "@NiceLabs "                                               "@NJUPT"                                                  
 [717] "@nlitt "                                                  "@NO"                                                     
 [719] "@nodejs 学徒"                                             "@nokia"                                                  
 [721] "@nomadeducation "                                         "@northdark "                                             
 [723] "@northeastern"                                            "@NUAA-Open-Source "                                      
 [725] "@nuofe "                                                  "@nuxt-community"                                         
 [727] "@NVIDIA"                                                  "@NVIDIA "                                                
 [729] "@nxintech"                                                "@NXT-FE "                                                
 [731] "@nytm "                                                   "@ojlm "                                                  
 [733] "@OmenSec  @Aurora-SEC  "                                  "@OpenNetworking "                                        
 [735] "@oracle"                                                  "@orzbox "                                                
 [737] "@osu-translate-zh"                                        "@Our404 "                                                
 [739] "@OurEDA_Lab"                                              "@ours8 "                                                 
 [741] "@p1cn"                                                    "@p1cn "                                                  
 [743] "@Paypal"                                                  "@pcit-ce "                                               
 [745] "@PDFE @GoliGoliTV "                                       "@petropub "                                              
 [747] "@pinduoduo"                                               "@PingPlusPlus "                                          
 [749] "@plaid"                                                   "@platformsh "                                            
 [751] "@pogon "                                                  "@polar-bears"                                            
 [753] "@Politiwatch, @PAblueshells, @PAcompsci, & others."       "@ponyai "                                                
 [755] "@Power2U "                                                "@PPCredit"                                               
 [757] "@ppdai"                                                   "@Primlo"                                                 
 [759] "@pyspring"                                                "@qbox "                                                  
 [761] "@qiakr"                                                   "@qibancom "                                              
 [763] "@qihoo360"                                                "@Qihoo360"                                               
 [765] "@qiniu"                                                   "@qiniu @qbox"                                            
 [767] "@qk365.com"                                               "@quixey "                                                
 [769] "@qunar.com"                                               "@RainMC "                                                
 [771] "@rancher "                                                "@rancherlabs "                                           
 [773] "@React-Native-Team"                                       "@realidfarm "                                            
 [775] "@Redhotminute "                                           "@REDMedis "                                              
 [777] "@ringcentral "                                            "@rishiqing "                                             
 [779] "@riversearch "                                            "@rngame"                                                 
 [781] "@rongzhilian"                                             "@RootCluster"                                            
 [783] "@runtimeverification "                                    "@RyanxJS "                                               
 [785] "@SafetyCulture"                                           "@santaio"                                                
 [787] "@saubyte "                                                "@sec-bit"                                                
 [789] "@segmentio "                                              "@seuxw "                                                 
 [791] "@Shapetrace "                                             "@shedaltd "                                              
 [793] "@sheenCity"                                               "@ShengQianKuaiBao"                                       
 [795] "@ShimoFour "                                              "@Shinetechchina"                                         
 [797] "@ShinyFrog"                                               "@ShirasagiMoe "                                          
 [799] "@Shopify"                                                 "@shuopensourcecommunity "                                
 [801] "@shuquyun"                                                "@SicunStudio "                                           
 [803] "@sildevTeam "                                             "@sillybobo "                                             
 [805] "@SJTU"                                                    "@SJTU-SE "                                               
 [807] "@Skylark-Studio "                                         "@skypool-org"                                            
 [809] "@Sofihub "                                                "@Soochow University;@IQIYI"                              
 [811] "@sprigs"                                                  "@St15IOT "                                               
 [813] "@star-mine Inc."                                          "@starrycloud"                                            
 [815] "@Strikingly"                                              "@sugar-libraries "                                       
 [817] "@superatoms "                                             "@superoneio"                                             
 [819] "@superoneio "                                             "@susers "                                                
 [821] "@SUSTC"                                                   "@synyi "                                                 
 [823] "@SYSU-MSC-Studio @wechat-miniprogram"                     "@TALFE "                                                 
 [825] "@Talkpal"                                                 "@tarsocial "                                             
 [827] "@tboox  & @xmake-io "                                     "@Team-Explorer-Rescue-Robot"                             
 [829] "@team-explorer-rescue-robot "                             "@teambition"                                             
 [831] "@teamhola @nodejs "                                       "@TEamSwifter "                                           
 [833] "@Tencent "                                                "@Tencent @QSCTech"                                       
 [835] "@tensorspace-team "                                       "@thalmic "                                               
 [837] "@The-Orizon @telegram-zhCN "                              "@thenetcircle "                                          
 [839] "@ThinkSpatial "                                           "@thoughtworks "                                          
 [841] "@ThoughtWorks Inc"                                        "@Thoughtworks.com"                                       
 [843] "@ThoughtWorksInc"                                         "@ti-net "                                                
 [845] "@tigerbrokers "                                           "@TINNO-Sugar "                                           
 [847] "@Tinwork, @LuluDansMaRue "                                "@TK"                                                     
 [849] "@Tomorning"                                               "@Tomorning "                                             
 [851] "@TPDT @luainkernel "                                      "@trackingio "                                            
 [853] "@transferwise "                                           "@Tubitv "                                                
 [855] "@tuhu "                                                   "@TUMCREATE"                                              
 [857] "@TuSimple"                                                "@TuyaInc"                                                
 [859] "@twitchalerts "                                           "@twitter"                                                
 [861] "@ucloud"                                                  "@UCloud"                                                 
 [863] "@ucress "                                                 "@udesk "                                                 
 [865] "@UESTC"                                                   "@ulb"                                                    
 [867] "@Uniquestudio"                                            "@UniqueStudio"                                           
 [869] "@UniqueStudio "                                           "@UniqueStudio @HUSTFE "                                  
 [871] "@Unisound"                                                "@university-of-york"                                     
 [873] "@UnknownStudio "                                          "@Uplusware"                                              
 [875] "@USTC-Courses "                                           "@ustclug "                                               
 [877] "@V2Git "                                                  "@VeniiRobot"                                             
 [879] "@verydog @cmdboys @sunflower-ui "                         "@viabtc @coinexcom"                                      
 [881] "@vipshop"                                                 "@vuese"                                                  
 [883] "@wanmoe.cn"                                               "@wasmerio"                                               
 [885] "@webeyemob"                                               "@weicheche"                                              
 [887] "@weidian"                                                 "@WhatToEatAtNoonToday "                                  
 [889] "@White-Album-Lab"                                         "@whmall.com"                                             
 [891] "@Wi-Q "                                                   "@Wikimedia | @WoCUG "                                    
 [893] "@Wiredcraft "                                             "@Wish @ContextLogic"                                     
 [895] "@WoSai "                                                  "@wxmagic "                                               
 [897] "@XiangWuShuo"                                             "@Xiaomi"                                                 
 [899] "@XiDeHao"                                                 "@XLCW"                                                   
 [901] "@XMatrixStudio "                                          "@xtTech "                                                
 [903] "@xueersi"                                                 "@yaochi "                                                
 [905] "@YHJ-WEB "                                                "@Yigang-SH "                                             
 [907] "@YNUOSA "                                                 "@young-studio "                                          
 [909] "@yuni-tech "                                              "@yurenio "                                               
 [911] "@zaihui @vuejs"                                           "@ZangaiFamily"                                           
 [913] "@zendesk "                                                "@ZenMX "                                                 
 [915] "@Zetyun"                                                  "@zhengruioi"                                             
 [917] "@zhihu "                                                  "@zhiqicloud "                                            
 [919] "@Zilliqa"                                                 "@ZJU-CC98 "                                              
 [921] "@ZJUT"                                                    "@zoho"                                                   
 [923] "@zoom"                                                    "@zstackio"                                               
 [925] "@ZTO-Express "                                            "@ZZES-ZCDC "                                             
 [927] "@zzus "                                                   "@众人安"                                                 
 [929] "@即刻 @itsCoder "                                         "@客如云"                                                 
 [931] "@小米"                                                    "@巧房 @ReactTemplate  @qtonecn @ReactChina"              
 [933] "@极客学院"                                                "@比特大陆 Bitmain"                                       
 [935] "@瓜子二手车"                                              "@结婚类网站"                                             
 [937] "@铭师堂 @有赞(前)"                                      "*** co.LTD"                                              
 [939] "*************"                                            "**************"                                          
 [941] "**信息科技"                                               "**科技有限公司"                                          
 [943] "/university"                                              "` `` `"                                                  
 [945] "<img src='' onerror='alert(1)' />"                        "☺"                                                       
 [947] "0"                                                        "0.0"                                                     
 [949] "100offer"                                                 "1024.engineer"                                           
 [951] "1050629507@qq.com"                                        "111"                                                     
 [953] "111工作室"                                                "115"                                                     
 [955] "123木头人"                                                "127.0.0.1"                                               
 [957] "1476102147@qq.com"                                        "163"                                                     
 [959] "163.com"                                                  "1771882991@qq.com"                                       
 [961] "1990"                                                     "1KE.CO"                                                  
 [963] "2015 Computer Science at HHU"                             "209"                                                     
 [965] "213"                                                      "21cn"                                                    
 [967] "222"                                                      "234234234"                                               
 [969] "2345"                                                     "2345.com"                                                
 [971] "244180439@qq.com"                                         "24好玩"                                                  
 [973] "263,Inc."                                                 "3’s Company"                                             
 [975] "3vjia"                                                    "3yisu.com"                                               
 [977] "404."                                                     "5151515151"                                              
 [979] "51CTO"                                                    "51IDC Inc."                                              
 [981] "51job"                                                    "51NB"                                                    
 [983] "58"                                                       "58 Group HRG"                                            
 [985] "58ganji"                                                  "58同城"                                                  
 [987] "5th"                                                      "61koudai.com"                                            
 [989] "65370392"                                                 "6人游"                                                   
 [991] "7"                                                        "7moor"                                                   
 [993] "9air"                                                     "9fen"                                                    
 [995] "A great company, very very big . "                        "A jewelry company"                                       
 [997] "Abakus"                                                   "ABC360"                                                  
 [999] "ABChina"                                                  "ABCI"                                                    
 [ reached getOption("max.print") -- omitted 3137 entries ]
# Define the company aggregation function. 
company_aggregation <- function(name) {
    # Make case insensitive. 
    orig_name <- name
    name <- toupper(name)
    # Detect pattern and change the company name accordingly. 
    if (grepl("百度|BAIDU|AIDU", name)) {
        target_name <- "Baidu"
    } else if (grepl("ENCENT|腾讯|TENCENT", name)) {
        target_name <- "Tencent"
    } else if (grepl("LIBABA|淘宝|AOBAO|LIPAY|阿里巴巴|LIYUN|阿里云", name)) {
        target_name <- "Alibaba"
    } else if (grepl("JD|京东", name)) {
        target_name <- "JD"
    } else if (grepl("ETEASE|网易", name)) {
        target_name <- "NetEase"
    } else if (grepl("EITUAN|美团", name)) {
        target_name <- "MeiTuan"
    } else if (grepl("YTEDANCE|字节|头条", name)) {
        target_name <- "ByteDance"
    } else if (grepl("ELEME|饿了", name)) {
        target_name <- "Eleme"
    } else if (grepl("UAWEI|华为", name)) {
        target_name <- "Huawei"
    } else if (grepl("DIDI|滴滴|嘀嘀", name)) {
        target_name <- "DiDi"
    } else {
        target_name <- orig_name
    }
    
    return (target_name)
}
# Define the education aggregation function. 
education_aggregation <- function(name) {
    # Make case insensitive
    orig_name <- name
    name <- toupper(name)
    # Detect pattern and change the education accordingly. 
    if (grepl("HEJIANG|ZJU|浙江大学|浙大", name)) {
        target_name <- "Zhejiang University"
    } else if (grepl("SINGHUA|清华", name)) {
        target_name <- "Tsinghua University"
    } else if (grepl("SHANGHAI JIAO TONG|SJTU|上海交大|上海交通", name)) {
        target_name <- "Shanghai Jiao Tong University"
    } else if (grepl("UESTC|电子科大|电子科技", name)) {
        target_name <- "University of Electronic Science and Technology of China"
    } else if (grepl("USTC|中科大|中国科学技术", name)) {
        target_name <- "University of Science and Technology of China"
    } else if (grepl("FUDAN|复旦", name)) {
        target_name <- "Fudan University"
    } else if (grepl("ARBIN|哈", name)) {
        target_name <- "Harbin Institute of Technology"
    } else if (grepl("BUPT|北邮|北京邮电", name)) {
        target_name <- "Beijing University of Post and Telecommunications"
    } else {
        target_name <- NA
    }
    
    return (target_name)
}
# Aggregating disparse companies. 
agg_companies <- rep(NA, nrow(company_info))
agg_education <- rep(NA, nrow(company_info))
for (i in 1:nrow(company_info)) {
    agg_companies[i] <- company_aggregation(company_info$company[i])
    agg_education[i] <- education_aggregation(company_info$company[i])
}
company_info_agg <- cbind(company_info, agg_companies, agg_education)
# Show the top ten companies which have the most number of developer support 996.icu
company_info_agg %>% group_by(agg_companies) %>%
    summarise(count = n()) %>%
    arrange(desc(count)) %>% 
    head(10)
# Show what universities are those developers from. 
company_info_agg %>% group_by(agg_education) %>%
    summarise(count = n()) %>%
    arrange(desc(count)) %>%
    filter(!is.na(agg_education)) %>%
    head(10)
Factor `agg_education` contains implicit NA, consider using `forcats::fct_explicit_na`
NA

2. What cities are those developers from?

# 
# Define the function for aggregating the cities. 
city_aggregation <- function(name) {
    # Make case insensitive. 
    orig_name <- name
    name <- toupper(name)
    # Detect pattern and change the education accordingly. 
    if (grepl("EIJING|北京", name)) {
        target_name <- "Beijing"
    } else if (grepl("HANGHAI|上海", name)) {
        target_name <- "Shanghai"
    } else if (grepl("ANGZHOU|杭州", name)) {
        target_name <- "Hangzhou"
    } else if (grepl("UANGZHOU|广州", name)) {
        target_name <- "Hangzhou"
    } else if (grepl("HENGDU|成都", name)) {
        target_name <- "Chengdu"
    } else if (grepl("ANJING|南京", name)) {
        target_name <- "Nanjing"
    } else if (grepl("INGAPORE|新加坡", name)) {
        target_name <- "Singapore"
    } else if (grepl("HONG KONG|香港|HK", name)) {
        target_name <- "Hong Kong"
    } else if (grepl("UHAN|武汉", name)) {
        target_name <- "Wuhan"
    } else {
        target_name <- orig_name
    }
    
    return (target_name)
}
city_info <- dt_user_cld %>% 
    group_by(location) %>%
    summarise(count = n()) %>%
    filter(location != "", 
           location != "China") %>%
    arrange(desc(count))
agg_cities <- rep(NA, nrow(city_info))
for (i in 1:nrow(city_info)) {
    agg_cities[i] <- city_aggregation(city_info$location[i])
} 
city_info_agg <- cbind(city_info, agg_cities)
# Showing the top ten cities that have the most developer support 996.icu
city_info_agg %>% group_by(agg_cities) %>%
    summarise(count = n()) %>%
    filter(agg_cities != "", 
           agg_cities != "China") %>%
    arrange(desc(count)) %>%
    head(10)

4. Distribution Plot of Supporters’ Information.

# Distribution graph of supporter's followers under 50. 
dist_ggplot <- dt_user_cld %>% filter(followers <= 50, following <= 50, public_repos <= 50) %>%
    ggplot() +
    geom_bar(aes(x = followers), col="black", fill="black", alpha=0.5) +
    geom_bar(aes(x = following), col="black", fill="red", alpha=0.5) +
    geom_bar(aes(x = public_repos), col="black", fill="blue", alpha=0.5)
    
dist_ggplot + 
    labs(x = "Followers (Black), Following (Red) and Public Repositories (Blue)", 
         y = "Count") +
    ggtitle("Distribution Plot")

5. Distribution Plot of Supporters’ Registration Duration.

# Calculate supporters' number of days since registered the github account. 
today <- lubridate::ymd("2019-04-29")
dt_user_cld <- dt_user_cld %>%
    # Calculate the duration and convert it to numerical value. 
    mutate(duration = as.numeric(as.duration(interval(created_at, today)), "days"))
# Showing average registration years. 
print(mean(dt_user_cld$duration)/365)
[1] 3.321946
# Distribution plot of registration days. 
dt_user_cld %>% ggplot(aes(x = duration/365)) + 
    geom_histogram(col="black", fill="grey", alpha = 0.7) +
    geom_vline(xintercept = mean(dt_user_cld$duration)/365, linetype = "dotted", color = "red", size = 1.5) +
    labs(y = "Frequency / Count", 
         x = "Number of Years Since Registration") +
    ggtitle("Distribution Plot of Supporters' Registration Duration")

2. Main Questions/Issues of Supporters

2. Text Analysis About Topics of 996 Movement.

# Setting the word-split engine
splitter <- worker(stop_word = "data/stopwords.txt")
# Splitting the words. 
seg <- c(splitter[dt_issues_cld$title], splitter[dt_issues_cld$body])
seg <- seg[nchar(seg) > 1]
# Encode the chinese word vector as UTF-8 format. 
Encoding(seg) <- "UTF-8"
# Extract the top 100 
seg_df <- data.frame(seg = seg) %>%
    group_by(seg) %>%
    summarise(freq = n()) %>%
    arrange(desc(freq)) %>%
    head(100)
# Generating word cloud. 
font_family <- par("family")
par(family = "Adobe Heiti Std R")
wordcloud(words=seg_df$seg, freq=seg_df$freq, 
          colors=brewer.pal(8,"Dark2"), 
          scale=c(4, 0.8))

---
title: "996 Analysis"
author: "Zheng Zhang, "
output: html_notebook
---

```{r}
# Load necessary packages. 
# Basic Data Analysis & Wrangling
library(tidyverse)
library(lubridate)

# Library for splitting the chinese words. 
library(jiebaRD)
library(jiebaR)

# Library for generating word cloud. 
library(wordcloud)
```


# I - Introduction



# II - Data Preprocessing

### Load datasets

```{r}
dt_issues = read.csv("data/issues_data.csv", header=TRUE)
dt_star = read.csv("data/stargazers.csv", header=TRUE)
dt_user = read.csv("data/users_data.csv", header=TRUE)
```

### Saniety Check

```{r}
# Inspect the dataset by taking the first 10 rows of each dataset. 
dt_issues %>% head(10)
dt_star %>% head(10)
dt_user %>% head(10)
```

### Data Cleaning & Wrangling

```{r}
# User dataset cleaning
# Cleaning
dt_user_cld <- dt_user %>% 
    # Join the issues dataset. 
    left_join(dt_issues, by="X_id") %>%
    select(bio, blog, company, created_at.x, followers, following, hireable, location, login, name, public_gists, 
           type, closed_at, updated_at.x, email, organizations_url, public_repos) %>%
    # Drop unused features. 
    # select(-X_id, -avatar_url, -events_url, -followers_url, -following_url, 
    #        -gists_url, -gravatar_id, -html_url, -node_id, -public_gists, -received_events_url, 
    #        -repos_url, -site_admin, -starred_url, -subscriptions_url, -type) %>%
    # Convert the time/date features to relative format. 
    mutate(created_at = lubridate::ymd_hms(created_at.x), 
           updated_at = lubridate::ymd_hms(updated_at.x)) %>%
    # Convert various factor type features to string type. 
    mutate(bio = as.character(bio), 
           blog = as.character(blog), 
           company = as.character(company), 
           email = as.character(email), 
           location = as.character(location), 
           login = as.character(login), 
           name = as.character(name), 
           organizations_url = as.character(organizations_url))

str(dt_user_cld)

# Issues dataset cleaning
dt_issues_cld <- dt_issues %>%
    # Drop unused features. 
    select(created_at, body, comments, created_at, title, user.login) %>%
    # Convert the time/date features to relative format. 
    mutate(created_at = lubridate::ymd_hms(created_at), 
           # Convert the factor type features to the correct format. 
           body = as.character(body), 
           title = as.character(title), 
           user.login = as.character(user.login))
```

# III - Data Analysis

## 1. Supporters' Profile Analysis

### 1. What Companies/Universities are those programmers from?

```{r}
company_info <- dt_user_cld %>% 
    group_by(company) %>%
    summarise(count = n()) %>%
    arrange(desc(count)) %>%
    filter(company != "")

# Display the top companies. 
company_info

# Display the company list.
print(company_info$company)
```


```{r}
# Define the company aggregation function. 
company_aggregation <- function(name) {
    # Make case insensitive. 
    orig_name <- name
    name <- toupper(name)
    # Detect pattern and change the company name accordingly. 
    if (grepl("百度|BAIDU|AIDU", name)) {
        target_name <- "Baidu"
    } else if (grepl("ENCENT|腾讯|TENCENT", name)) {
        target_name <- "Tencent"
    } else if (grepl("LIBABA|淘宝|AOBAO|LIPAY|阿里巴巴|LIYUN|阿里云", name)) {
        target_name <- "Alibaba"
    } else if (grepl("JD|京东", name)) {
        target_name <- "JD"
    } else if (grepl("ETEASE|网易", name)) {
        target_name <- "NetEase"
    } else if (grepl("EITUAN|美团", name)) {
        target_name <- "MeiTuan"
    } else if (grepl("YTEDANCE|字节|头条", name)) {
        target_name <- "ByteDance"
    } else if (grepl("ELEME|饿了", name)) {
        target_name <- "Eleme"
    } else if (grepl("UAWEI|华为", name)) {
        target_name <- "Huawei"
    } else if (grepl("DIDI|滴滴|嘀嘀", name)) {
        target_name <- "DiDi"
    } else {
        target_name <- orig_name
    }
    
    return (target_name)
}

# Define the education aggregation function. 
education_aggregation <- function(name) {
    # Make case insensitive
    orig_name <- name
    name <- toupper(name)
    # Detect pattern and change the education accordingly. 
    if (grepl("HEJIANG|ZJU|浙江大学|浙大", name)) {
        target_name <- "Zhejiang University"
    } else if (grepl("SINGHUA|清华", name)) {
        target_name <- "Tsinghua University"
    } else if (grepl("SHANGHAI JIAO TONG|SJTU|上海交大|上海交通", name)) {
        target_name <- "Shanghai Jiao Tong University"
    } else if (grepl("UESTC|电子科大|电子科技", name)) {
        target_name <- "University of Electronic Science and Technology of China"
    } else if (grepl("USTC|中科大|中国科学技术", name)) {
        target_name <- "University of Science and Technology of China"
    } else if (grepl("FUDAN|复旦", name)) {
        target_name <- "Fudan University"
    } else if (grepl("ARBIN|哈", name)) {
        target_name <- "Harbin Institute of Technology"
    } else if (grepl("BUPT|北邮|北京邮电", name)) {
        target_name <- "Beijing University of Post and Telecommunications"
    } else {
        target_name <- NA
    }
    
    return (target_name)
}

# Aggregating disparse companies. 
agg_companies <- rep(NA, nrow(company_info))
agg_education <- rep(NA, nrow(company_info))
for (i in 1:nrow(company_info)) {
    agg_companies[i] <- company_aggregation(company_info$company[i])
    agg_education[i] <- education_aggregation(company_info$company[i])
}
company_info_agg <- cbind(company_info, agg_companies, agg_education)
```


```{r}
# Show the top ten companies which have the most number of developer support 996.icu
company_info_agg %>% group_by(agg_companies) %>%
    summarise(count = n()) %>%
    arrange(desc(count)) %>% 
    head(10)

# Show what universities are those developers from. 
company_info_agg %>% group_by(agg_education) %>%
    summarise(count = n()) %>%
    arrange(desc(count)) %>%
    filter(!is.na(agg_education)) %>%
    head(10)
    
```

### 2. What cities are those developers from? 


```{r}
# 
# Define the function for aggregating the cities. 
city_aggregation <- function(name) {
    # Make case insensitive. 
    orig_name <- name
    name <- toupper(name)
    # Detect pattern and change the education accordingly. 
    if (grepl("EIJING|北京", name)) {
        target_name <- "Beijing"
    } else if (grepl("HANGHAI|上海", name)) {
        target_name <- "Shanghai"
    } else if (grepl("ANGZHOU|杭州", name)) {
        target_name <- "Hangzhou"
    } else if (grepl("UANGZHOU|广州", name)) {
        target_name <- "Hangzhou"
    } else if (grepl("HENGDU|成都", name)) {
        target_name <- "Chengdu"
    } else if (grepl("ANJING|南京", name)) {
        target_name <- "Nanjing"
    } else if (grepl("INGAPORE|新加坡", name)) {
        target_name <- "Singapore"
    } else if (grepl("HONG KONG|香港|HK", name)) {
        target_name <- "Hong Kong"
    } else if (grepl("UHAN|武汉", name)) {
        target_name <- "Wuhan"
    } else {
        target_name <- orig_name
    }
    
    return (target_name)
}

city_info <- dt_user_cld %>% 
    group_by(location) %>%
    summarise(count = n()) %>%
    filter(location != "", 
           location != "China") %>%
    arrange(desc(count))

agg_cities <- rep(NA, nrow(city_info))
for (i in 1:nrow(city_info)) {
    agg_cities[i] <- city_aggregation(city_info$location[i])
} 

city_info_agg <- cbind(city_info, agg_cities)
```

```{r}
# Showing the top ten cities that have the most developer support 996.icu
city_info_agg %>% group_by(agg_cities) %>%
    summarise(count = n()) %>%
    filter(agg_cities != "", 
           agg_cities != "China") %>%
    arrange(desc(count)) %>%
    head(10)
```

### 3. Summary Statistics of Supporters' Related Information. 

```{r}
# Summary statistics of supporters' github account. 
dt_user_cld %>% select(followers, following, public_repos) %>%
    gather(stat_type, number, followers, following, public_repos) %>%
#    filter(number <= 10000) %>%
    ggplot(aes(x = factor(stat_type), y = log(number))) +
    geom_jitter(color = "grey", width = .2) +
    geom_boxplot(alpha=0.6) +
    stat_summary(fun.y = "mean", geom = "point", size = 5, color = "red", shape = 15) +
    labs(x = "Summary Statistics of Followers, Following and Public Repos, Mean (red)", 
         y = "Relative Values") +
    ggtitle("Summary Statistics Plot (Log Transformed)")
    
    
```

### 4. Distribution Plot of Supporters' Information. 

```{r}
# Distribution graph of supporter's followers under 50. 
dist_ggplot <- dt_user_cld %>% filter(followers <= 50, following <= 50, public_repos <= 50) %>%
    ggplot() +
    geom_bar(aes(x = followers), col="black", fill="black", alpha=0.5) +
    geom_bar(aes(x = following), col="black", fill="red", alpha=0.5) +
    geom_bar(aes(x = public_repos), col="black", fill="blue", alpha=0.5)
    
dist_ggplot + 
    labs(x = "Followers (Black), Following (Red) and Public Repositories (Blue)", 
         y = "Count") +
    ggtitle("Distribution Plot")
```

### 5. Distribution Plot of Supporters' Registration Duration. 

```{r}
# Calculate supporters' number of days since registered the github account. 
today <- lubridate::ymd("2019-04-29")
dt_user_cld <- dt_user_cld %>%
    # Calculate the duration and convert it to numerical value. 
    mutate(duration = as.numeric(as.duration(interval(created_at, today)), "days"))

# Showing average registration years. 
print(mean(dt_user_cld$duration)/365)

# Distribution plot of registration days. 
dt_user_cld %>% ggplot(aes(x = duration/365)) + 
    geom_histogram(col="black", fill="grey", alpha = 0.7) +
    geom_vline(xintercept = mean(dt_user_cld$duration)/365, linetype = "dotted", color = "red", size = 1.5) +
    labs(y = "Frequency / Count", 
         x = "Number of Years Since Registration") +
    ggtitle("Distribution Plot of Supporters' Registration Duration")
```

## 2. Main Questions/Issues of Supporters

### 1. Trending Issues. 

```{r}
# Showing top ten issues with most comments. 
dt_issues_cld %>% 
    select(title, comments) %>% 
    arrange(desc(comments)) %>%
    head(10)

# Psuedo top ten issues (translated)
psuedo_issues <- data.frame(
    title = c("Discussion Thread", 
              "Any 'Working under 996, sicking in ICU' wallpapers to use?", 
              "Afterwards, I could put 'participated in an open-source project with over 2000+ stars' on my resume", 
              "I don't understant the law, but I'm wondering if there is any legal issue involved?", 
              "Can this repository be in the top-ten stars list on GitHub?", 
              "Substantial suggestions regarding the anti-996 movements.", 
              "It's ugly that the developers taking salaries while complaining about their companies.", 
              "Working overtime tonight, will delete the database when this repo reach over 100k stars", 
              "Cute girl born in 1996 is looking for developer boyfriend now.", 
              "Worship the original post"), 
    comments = c(1243, 62, 53, 39, 37, 30, 30, 26, 25, 24)) %>%
    mutate(title = as.character(title))

psuedo_issues
```

### 2. Text Analysis About Topics of 996 Movement.

```{r}
# Setting the word-split engine
splitter <- worker(stop_word = "data/stopwords.txt")

# Splitting the words. 
seg <- c(splitter[dt_issues_cld$title], splitter[dt_issues_cld$body])
seg <- seg[nchar(seg) > 1]
# Encode the chinese word vector as UTF-8 format. 
Encoding(seg) <- "UTF-8"
# Extract the top 100 
seg_df <- data.frame(seg = seg) %>%
    group_by(seg) %>%
    summarise(freq = n()) %>%
    arrange(desc(freq)) %>%
    head(100)

# Generating word cloud (Chinese Version). 
font_family <- par("family")
par(family = "Adobe Heiti Std R")
wordcloud(words=seg_df$seg, freq=seg_df$freq, 
          colors=brewer.pal(8,"Dark2"), 
          scale=c(4, 0.8))
```

























